OEAT/USF Water Quality Interpolation Project
1 Assigning seasons to continuous water quality monitoring time series
Here I describe a potential method to assign seasons to the SEACAR continuous water quality monitoring data using running quantiles. I chose 5%, 50% and 95% running quantiles with roughly daily intervals (i.e., window width of 96 observations, assuming 15-minute data), but these options could of course be changed as needed. I also chose to test the method on salinity and temperature data from 2005 collected at station EB01 in Estero Bay Aquatic Preserve (southwest Florida). The idea would be to use the points at which the running quantiles cross some threshold values to delineate seasons in a reproducible way that is based on the data themselves. In this example I have used the 5%, 50%, and 95% quantiles of the whole year-long time series as the thresholds for determining the transition points between seasons.
The time series data for both temperature and salinity showed seasonality in the running quartile data, but also substantial intra-season variation, and generalized additive model (GAM) fits to the running quartile data didn’t cross their corresponding timeseries quantile values very much, if at all ({Figure 1}A). However, daily coefficients of variation (CV) also showed some seasonal periodicity for both parameters, with the 5% and 95% quantile daily CV’s being roughly anti-correlated ({Figure 1}B).
1.1 EB01, Estero Bay 2005
View code
mas <- c("Big Bend Seagrasses Aquatic Preserve", "Biscayne Bay Aquatic Preserve", "Estero Bay Aquatic Preserve", "Guana River Marsh Aquatic Preserve", "Gasparilla Sound-Charlotte Harbor Aquatic Preserve")
temps <- fread(here::here("Combined_WQ_WC_NUT_cont_Water_Temperature_SW-2022-Nov-16.txt"), sep = "|")
sals <- fread(here::here("Combined_WQ_WC_NUT_cont_Salinity_SW-2022-Nov-16.txt"), sep = "|")
temps <- temps[ManagedAreaName %in% mas, ]
sals <- sals[ManagedAreaName %in% mas, ]
temps_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Water_Temperature_SE-2022-Nov-16.txt"), sep = "|")
sals_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Salinity_SE-2022-Nov-16.txt"), sep = "|")
temps_reg <- temps_reg[ManagedAreaName %in% mas, ]
temps <- rbind(temps, temps_reg)
sals_reg <- sals_reg[ManagedAreaName %in% mas, ]
sals <- rbind(sals, sals_reg)
temps_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Water_Temperature_NE-2022-Nov-16.txt"), sep = "|")
sals_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Salinity_NE-2022-Nov-16.txt"), sep = "|")
temps_reg <- temps_reg[ManagedAreaName %in% mas, ]
temps <- rbind(temps, temps_reg)
sals_reg <- sals_reg[ManagedAreaName %in% mas, ]
sals <- rbind(sals, sals_reg)
temps_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Water_Temperature_NW-2022-Nov-16.txt"), sep = "|")
sals_reg <- fread(here::here("Combined_WQ_WC_NUT_cont_Salinity_NW-2022-Nov-16.txt"), sep = "|")
temps_reg <- temps_reg[ManagedAreaName %in% mas, ]
temps <- rbind(temps, temps_reg)
sals_reg <- sals_reg[ManagedAreaName %in% mas, ]
sals <- rbind(sals, sals_reg)
rm(temps_reg)
rm(sals_reg)
#
# library(RcppRoll)
#
# temps[, `:=` (d7_rollavg = roll_median(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmax = roll_max(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmin = roll_min(ResultValue, n = 96, align = "right", fill = NA)), by = c("ManagedAreaName", "ProgramLocationID")]
#
# sals[, `:=` (d7_rollavg = roll_median(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmax = roll_max(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmin = roll_min(ResultValue, n = 96, align = "right", fill = NA)), by = c("ManagedAreaName", "ProgramLocationID")]
# temps[, SampleDate := as.Date(SampleDate)]
# temps[, `:=` (d7_rollq50 = Expr_rolling_quantile(ResultValue, quantile = 0.5, window_size = "1d", by = "SampleDate"),
# d7_rollq95 = Expr_rolling_quantile(ResultValue, quantile = 0.95, window_size = "1d", by = "SampleDate"),
# d7_rollq05 = Expr_rolling_quantile(ResultValue, quantile = 0.05, window_size = "1d", by = "SampleDate")), by = c("ManagedAreaName", "ProgramLocationID")]
setorder(temps, SampleDate)
temps[, order := seq(1, nrow(temps))]
temps[, SampleDate := as.character(SampleDate)]
temps2 <- pl$DataFrame(temps)$as_data_frame()
temps2 <- pl$DataFrame(temps)$select(
pl$col("ResultValue")$rolling_quantile(quantile = 0.5, window_size = 96)$over("ProgramLocationID")$alias("d1_rollq50"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.95, window_size = 96)$over("ProgramLocationID")$alias("d1_rollq95"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.05, window_size = 96)$over("ProgramLocationID")$alias("d1_rollq05"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.5, window_size = 672)$over("ProgramLocationID")$alias("d7_rollq50"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.95, window_size = 672)$over("ProgramLocationID")$alias("d7_rollq95"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.05, window_size = 672)$over("ProgramLocationID")$alias("d7_rollq05"),
"ParameterName",
"ParameterUnits",
"ProgramLocationID",
"SampleDate",
"Year",
"Month",
"RelativeDepth",
"TotalDepth_m",
"ResultValue",
"ManagedAreaName",
"Region",
"SEACAR_EventID",
"AreaID"
)$as_data_frame()
setDT(temps2)
temps2[, SampleDate := as.Date(SampleDate)]
setorder(temps2, ManagedAreaName, ProgramLocationID, SampleDate)
temps2[, reading := seq(1, length(ResultValue)), by = c("ManagedAreaName", "ProgramLocationID")]
temps2[, `:=` (d1_rollq50_cv = sd(d1_rollq50)/mean(d1_rollq50),
d1_rollq95_cv = sd(d1_rollq95)/mean(d1_rollq95),
d1_rollq05_cv = sd(d1_rollq05)/mean(d1_rollq05)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
eb01_temp2005 <- temps2[ProgramLocationID == "EB01" & Year == 2005, ]
eb01_temp2005[, ma_sta := paste0(ManagedAreaName, ", ", ProgramLocationID)]
# eb01_temp2015 <- temps2[ProgramLocationID == "EB01" & Year == 2015, ]
# eb03_temp2015 <- temps2[ProgramLocationID == "EB03" & Year == 2015, ]
# gtmpiwq_temp2015 <- temps2[ProgramLocationID == "gtmpiwq" & Year == 2015, ]
# bbsdb_temp2015 <- temps2[ProgramLocationID == "BBSDB" & Year == 2015, ]
# bbssw_temp2015 <- temps2[ProgramLocationID == "BBSSW" & Year == 2015, ]
# setorder(eb01_temp2005, SampleDate)
# eb01_temp2005[, reading := seq(1, nrow(eb01_temp2005))]
# eb01_temp2005[, `:=` (d1_q50p50 = ifelse(d1_rollq50 > median(eb01_temp2005$d1_rollq50, na.rm = TRUE), 1, 0),
# d1_q95p50 = ifelse(d1_rollq95 > median(eb01_temp2005$d1_rollq95, na.rm = TRUE), 1, 0),
# d1_q05p50 = ifelse(d1_rollq05 > median(eb01_temp2005$d1_rollq05, na.rm = TRUE), 1, 0),
# d7_q50p50 = ifelse(d7_rollq50 > median(eb01_temp2005$d7_rollq50, na.rm = TRUE), 1, 0),
# d7_q95p50 = ifelse(d7_rollq95 > median(eb01_temp2005$d7_rollq95, na.rm = TRUE), 1, 0),
# d7_q05p50 = ifelse(d7_rollq05 > median(eb01_temp2005$d7_rollq05, na.rm = TRUE), 1, 0))]
# eb01_temp2005[, `:=` (d1_q50p50 = ifelse(mean(d1_rollq50) > median(eb01_temp2005$d1_rollq50, na.rm = TRUE), 1, 0),
# d1_q95p50 = ifelse(mean(d1_rollq95) > median(eb01_temp2005$d1_rollq95, na.rm = TRUE), 1, 0),
# d1_q05p50 = ifelse(mean(d1_rollq05) > median(eb01_temp2005$d1_rollq05, na.rm = TRUE), 1, 0),
# d7_q50p50 = ifelse(mean(d7_rollq50) > median(eb01_temp2005$d7_rollq50, na.rm = TRUE), 1, 0),
# d7_q95p50 = ifelse(mean(d7_rollq95) > median(eb01_temp2005$d7_rollq95, na.rm = TRUE), 1, 0),
# d7_q05p50 = ifelse(mean(d7_rollq05) > median(eb01_temp2005$d7_rollq05, na.rm = TRUE), 1, 0)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
# eb01_temp2005[, `:=` (d1_rollq50_cv = sd(d1_rollq50)/mean(d1_rollq50),
# d1_rollq95_cv = sd(d1_rollq95)/mean(d1_rollq95),
# d1_rollq05_cv = sd(d1_rollq05)/mean(d1_rollq05),
# d7_rollq50_cv = sd(d7_rollq50)/mean(d7_rollq50),
# d7_rollq95_cv = sd(d7_rollq95)/mean(d7_rollq95),
# d7_rollq05_cv = sd(d7_rollq05)/mean(d7_rollq05)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
# temp_p50 <- eb01_temp2005[, `:=` (d1_p50_q50 = ifelse(sum(d1_q50p50)/length(d1_q50p50) > 0.5, 1, 0),
# d1_p50_q95 = ifelse(sum(d1_q95p50)/length(d1_q95p50) > 0.5, 1, 0),
# d1_p50_q05 = ifelse(sum(d1_q05p50)/length(d1_q05p50) > 0.5, 1, 0),
# d7_p50_q50 = ifelse(sum(d7_q50p50)/length(d7_q50p50) > 0.5, 1, 0),
# d7_p50_q95 = ifelse(sum(d7_q95p50)/length(d7_q95p50) > 0.5, 1, 0),
# d7_p50_q05 = ifelse(sum(d7_q05p50)/length(d7_q05p50) > 0.5, 1, 0)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
#
# temp_p50 <- eb01_temp2005[, `:=` (d1_p50_q50 = ifelse(sum(d1_q50p50)/length(d1_q50p50) > 0.5, 1, 0),
# d1_p50_q95 = ifelse(sum(d1_q95p50)/length(d1_q95p50) > 0.5, 1, 0),
# d1_p50_q05 = ifelse(sum(d1_q05p50)/length(d1_q05p50) > 0.5, 1, 0),
# d7_p50_q50 = ifelse(sum(d7_q50p50)/length(d7_q50p50) > 0.5, 1, 0),
# d7_p50_q95 = ifelse(sum(d7_q95p50)/length(d7_q95p50) > 0.5, 1, 0),
# d7_p50_q05 = ifelse(sum(d7_q05p50)/length(d7_q05p50) > 0.5, 1, 0)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
#
# ggplot(data = temp_p50) +
# geom_point(aes(x = reading, y = d1_p50_q50), color = "black") +
# geom_point(aes(x = reading, y = d1_p50_q95), color = "red") +
# geom_point(aes(x = reading, y = d1_p50_q05), color = "blue") +
# theme_bw()
#
# ggplot(data = temp_p50) +
# geom_point(aes(x = reading, y = d7_p50_q50), color = "black") +
# geom_point(aes(x = reading, y = d7_p50_q95), color = "red") +
# geom_point(aes(x = reading, y = d7_p50_q05), color = "blue") +
# theme_bw()
#
# ggplot(data = eb01_temp2005) +
# geom_point(aes(x = reading, y = d1_q50p50), color = "black") +
# geom_point(aes(x = reading, y = d1_q95p50), color = "red") +
# geom_point(aes(x = reading, y = d1_q05p50), color = "blue") +
# theme_bw()
# temp_rolls <- ggplot(data = eb01_temp2005) +
# geom_point(aes(x = reading, y = d1_rollq50), alpha = 0.15) +
# geom_point(aes(x = reading, y = d1_rollq95), color = "red", alpha = 0.15) +
# geom_point(aes(x = reading, y = d1_rollq05), color = "blue", alpha = 0.15) +
# # geom_point(aes(x = reading, y = d7_rollq50), alpha = 0.15) +
# # geom_point(aes(x = reading, y = d7_rollq95), color = "red", alpha = 0.15) +
# # geom_point(aes(x = reading, y = d7_rollq05), color = "blue", alpha = 0.15) +
# # geom_hline(aes(yintercept = median(eb01_temp2005$d7_rollq50, na.rm = TRUE)), color = "black", lwd = 1.25) +
# # geom_hline(aes(yintercept = median(eb01_temp2005$d7_rollq95, na.rm = TRUE)), color = "firebrick", lwd = 1.25) +
# # geom_hline(aes(yintercept = median(eb01_temp2005$d7_rollq05, na.rm = TRUE)), color = "dodgerblue", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.5))), color = "black", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.95))), color = "firebrick", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.05))), color = "dodgerblue", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.25))), color = "gold", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.75))), color = "gold", lwd = 1.25) +
# # geom_point(data = cv_gamfits, aes(x = x, y = q50), color = "gold") +
# # geom_point(data = cv_gamfits, aes(x = x, y = q95), color = "gold") +
# # geom_point(data = cv_gamfits, aes(x = x, y = q05), color = "gold") +
# geom_smooth(aes(x = reading, y = d1_rollq50), color = "white") +
# geom_smooth(aes(x = reading, y = d1_rollq95), color = "light pink") +
# geom_smooth(aes(x = reading, y = d1_rollq05), color = "light blue") +
# theme_bw()
# temp_rolls
readingdates <- eb01_temp2005[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
temp_rollq <- ggplot(data = eb01_temp2005) +
geom_point(aes(x = reading, y = d1_rollq50, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq95, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq05, color = "rollq05"), alpha = 0.15) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq50), median(d1_rollq50)], color = "medq50"), lwd = 1.25) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq95), median(d1_rollq95)], color = "medq95"), lwd = 1.25) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq05), median(d1_rollq05)], color = "medq05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.5)), color = "rawq50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.95)), color = "rawq95"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005$ResultValue, probs = c(0.05)), color = "rawq05"), lwd = 1.25) +
geom_smooth(aes(x = reading, y = d1_rollq50, color = "gam50")) +
geom_smooth(aes(x = reading, y = d1_rollq95, color = "gam95")) +
geom_smooth(aes(x = reading, y = d1_rollq05, color = "gam05")) +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "rawq50" = "grey50", "rawq95" = "firebrick", "rawq05" = "dodgerblue", "gam50" = "white", "gam95" = "light pink", "gam05" = "light blue"),
labels = c("50%", "95%", "5%", "Raw data 50%", "Raw data 95%", "Raw data 5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Temperature (C)", x = "First reading per month") +
theme(axis.title.x = element_blank(),
legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_cvs <- ggplot(data = eb01_temp2005) +
geom_point(aes(x = reading, y = d1_rollq50_cv, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq95_cv, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq05_cv, color = "rollq05"), alpha = 0.15) +
geom_smooth(aes(x = reading, y = d1_rollq50_cv, color = "medq50"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = d1_rollq95_cv, color = "medq95"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = d1_rollq05_cv, color = "medq05"), alpha = 0.1) +
# geom_point(data = cv_gamfits, aes(x = x, y = q50), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q95), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q05), color = "gold") +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "medq50" = "grey50", "medq95" = "firebrick", "medq05" = "dodgerblue"),
labels = c("50%", "95%", "5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Daily coefficient\nof variation", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_rollq / temp_cvs + plot_layout(guides = "collect") + plot_annotation(tag_levels = c("A", "B"))
View code
cv_gamfits <- ggplot_build(temp_cvs)$data[[4]]
cv_gamfits_q95 <- ggplot_build(temp_cvs)$data[[5]]
cv_gamfits_q05 <- ggplot_build(temp_cvs)$data[[6]]
setDT(cv_gamfits)
cv_gamfits <- cv_gamfits[, .(x, y)]
setnames(cv_gamfits, "y", "q50")
setDT(cv_gamfits_q05)
cv_gamfits_q05 <- cv_gamfits_q05[, .(x, y)]
setnames(cv_gamfits_q05, "y", "q05")
setDT(cv_gamfits_q95)
cv_gamfits_q95 <- cv_gamfits_q95[, .(x, y)]
setnames(cv_gamfits_q95, "y", "q95")
cv_gamfits <- merge(cv_gamfits, cv_gamfits_q05)
cv_gamfits <- merge(cv_gamfits, cv_gamfits_q95)
# cv_gamfits[, season := ifelse(min(c(q05, q50, q95)) == q05, "winter",
# ifelse(min(c(q05, q50, q95)) == q95, "summer",
# ifelse(min(c(q05, q50, q95)) == q50 & (max(eb01_temp2005$reading) - x)/max(eb01_temp2005$reading) > 0.5, "spring", "fall"))), by = row.names(cv_gamfits)]
cv_gamfits_l <- melt(cv_gamfits, id.vars = c("x"), measure.vars = c("q50", "q05", "q95"))
cv_gamfits_l[, variable := factor(variable, levels = c("q95", "q50", "q05"))]
cv_gamfits_l[, x := round(x)]
eb01_temp2005_l <- melt(eb01_temp2005[, .(SampleDate, Year, Month, TotalDepth_m, ResultValue, ManagedAreaName, ProgramLocationID, ma_sta, reading, d1_rollq50, d1_rollq95, d1_rollq05)], id.vars = c("SampleDate", "Year", "Month", "TotalDepth_m", "ResultValue", "ManagedAreaName", "ProgramLocationID", "ma_sta", "reading"), measure.vars = c("d1_rollq50", "d1_rollq05", "d1_rollq95"))
eb01_temp2005_l[, variable := factor(fcase(str_detect(variable, "q50"), "q50",
str_detect(variable, "q05"), "q05",
str_detect(variable, "q95"), "q95"), levels = c("q95", "q50", "q05")), by = variable]
setnames(cv_gamfits_l, "x", "reading")
eb01_temp2005_l_wcv <- merge(eb01_temp2005_l, cv_gamfits_l, by = c("reading", "variable"), all.x = TRUE, all.y = TRUE)
setnames(eb01_temp2005_l_wcv, c("value.x", "value.y", "variable"), c("d1_roll", "cv_gamfits", "quantile"))
eb01_temp2005_l_wcv[, `:=` (d1_roll_r = scale(d1_roll, center = TRUE), cv_gamfits_r = scale(cv_gamfits, center = TRUE), ResultValue_r = scale(ResultValue, center = TRUE))]
eb01_temp2005_l_wcv[!is.na(cv_gamfits_r), combtest := d1_roll_r - cv_gamfits_r]View code
# sals[, `:=` (d7_rollavg = roll_median(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmax = roll_max(ResultValue, n = 96, align = "right", fill = NA),
# d7_rollmin = roll_min(ResultValue, n = 96, align = "right", fill = NA)), by = c("ManagedAreaName", "ProgramLocationID")]
#Salinity
setorder(sals, SampleDate)
sals[, order := seq(1, nrow(sals))]
sals[, SampleDate := as.character(SampleDate)]
sals2 <- pl$DataFrame(sals)$as_data_frame()
sals2 <- pl$DataFrame(sals)$select(
pl$col("ResultValue")$rolling_quantile(quantile = 0.5, window_size = 96)$over("ProgramLocationID")$alias("sal_d1_rollq50"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.95, window_size = 96)$over("ProgramLocationID")$alias("sal_d1_rollq95"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.05, window_size = 96)$over("ProgramLocationID")$alias("sal_d1_rollq05"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.5, window_size = 288)$over("ProgramLocationID")$alias("sal_d3_rollq50"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.95, window_size = 288)$over("ProgramLocationID")$alias("sal_d3_rollq975"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.05, window_size = 288)$over("ProgramLocationID")$alias("sal_d3_rollq025"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.5, window_size = 672)$over("ProgramLocationID")$alias("sal_d7_rollq50"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.95, window_size = 672)$over("ProgramLocationID")$alias("sal_d7_rollq95"),
pl$col("ResultValue")$rolling_quantile(quantile = 0.05, window_size = 672)$over("ProgramLocationID")$alias("sal_d7_rollq05"),
"ParameterName",
"ParameterUnits",
"ProgramLocationID",
"SampleDate",
"Year",
"Month",
"RelativeDepth",
"TotalDepth_m",
"ResultValue",
"ManagedAreaName",
"Region",
"SEACAR_EventID",
"AreaID"
)$as_data_frame()
setDT(sals2)
sals2[, SampleDate := as.Date(SampleDate)]
setorder(sals2, ManagedAreaName, ProgramLocationID, SampleDate)
sals2[, reading := seq(1, length(ResultValue)), by = c("ManagedAreaName", "ProgramLocationID")]
sals2[, `:=` (sal_d1_rollq50_cv = sd(sal_d1_rollq50)/mean(sal_d1_rollq50),
sal_d1_rollq95_cv = sd(sal_d1_rollq95)/mean(sal_d1_rollq95),
sal_d1_rollq05_cv = sd(sal_d1_rollq05)/mean(sal_d1_rollq05)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
eb01_sal2005 <- sals2[ProgramLocationID == "EB01" & Year == 2005, ]
setorder(eb01_sal2005, SampleDate)
eb01_sal2005[, ma_sta := paste0(ManagedAreaName, ", ", ProgramLocationID)]
eb01_sal2005[, reading := seq(1, nrow(eb01_sal2005))]
# eb01_sal2005[, `:=` (d1_q50p50 = ifelse(d1_rollq50 > median(eb01_sal2005$d1_rollq50, na.rm = TRUE), 1, 0),
# d1_q95p50 = ifelse(d1_rollq95 > median(eb01_sal2005$d1_rollq95, na.rm = TRUE), 1, 0),
# d1_q05p50 = ifelse(d1_rollq05 > median(eb01_sal2005$d1_rollq05, na.rm = TRUE), 1, 0),
# d7_q50p50 = ifelse(d7_rollq50 > median(eb01_sal2005$d7_rollq50, na.rm = TRUE), 1, 0),
# d7_q95p50 = ifelse(d7_rollq95 > median(eb01_sal2005$d7_rollq95, na.rm = TRUE), 1, 0),
# d7_q05p50 = ifelse(d7_rollq05 > median(eb01_sal2005$d7_rollq05, na.rm = TRUE), 1, 0)), by = row.names(eb01_sal2005)]
#
# sal_p50 <- eb01_sal2005 %>% group_by(ManagedAreaName, ProgramLocationID, SampleDate) %>%
# summarise(d1_p50_q50 = ifelse(sum(d1_q50p50)/length(d1_q50p50) > 0.5, 1, 0),
# d1_p50_q95 = ifelse(sum(d1_q95p50)/length(d1_q95p50) > 0.5, 1, 0),
# d1_p50_q05 = ifelse(sum(d1_q05p50)/length(d1_q05p50) > 0.5, 1, 0),
# d7_p50_q50 = ifelse(sum(d7_q50p50)/length(d7_q50p50) > 0.5, 1, 0),
# d7_p50_q95 = ifelse(sum(d7_q95p50)/length(d7_q95p50) > 0.5, 1, 0),
# d7_p50_q05 = ifelse(sum(d7_q05p50)/length(d7_q05p50) > 0.5, 1, 0))
#
# ggplot(data = sal_p50) +
# geom_line(aes(x = SampleDate, y = d1_p50_q50), color = "black") +
# geom_line(aes(x = SampleDate, y = d1_p50_q95), color = "red") +
# geom_line(aes(x = SampleDate, y = d1_p50_q05), color = "blue") +
# theme_bw()
#
# ggplot(data = sal_p50) +
# geom_point(aes(x = SampleDate, y = d7_p50_q50), color = "black") +
# geom_point(aes(x = SampleDate, y = d7_p50_q95), color = "red") +
# geom_point(aes(x = SampleDate, y = d7_p50_q05), color = "blue") +
# theme_bw()
#
#
# ggplot(data = sals2[ProgramLocationID == "EB01" & Year == 2005, ]) +
# geom_point(aes(x = SampleDate, y = d1_rollq50), alpha = 0.15) +
# geom_point(aes(x = SampleDate, y = d1_rollq95), color = "red", alpha = 0.15) +
# geom_point(aes(x = SampleDate, y = d1_rollq05), color = "blue", alpha = 0.15) +
# geom_hline(aes(yintercept = sals2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq50), median(d1_rollq50)]), color = "black", lwd = 1.25) +
# geom_hline(aes(yintercept = sals2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq95), median(d1_rollq95)]), color = "firebrick", lwd = 1.25) +
# geom_hline(aes(yintercept = sals2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(d1_rollq05), median(d1_rollq05)]), color = "dodgerblue", lwd = 1.25) +
# theme_bw()
#
#
# ggplot(data = eb01_sal2005) +
# geom_point(aes(x = SampleDate, y = d7_rollq50), alpha = 0.15) +
# geom_point(aes(x = SampleDate, y = d7_rollq95), color = "red", alpha = 0.15) +
# geom_point(aes(x = SampleDate, y = d7_rollq05), color = "blue", alpha = 0.15) +
# # geom_hline(aes(yintercept = median(eb01_sal2005$d7_rollq50, na.rm = TRUE)), color = "black", lwd = 1.25) +
# # geom_hline(aes(yintercept = median(eb01_sal2005$d7_rollq95, na.rm = TRUE)), color = "firebrick", lwd = 1.25) +
# # geom_hline(aes(yintercept = median(eb01_sal2005$d7_rollq05, na.rm = TRUE)), color = "dodgerblue", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.5))), color = "black", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.95))), color = "firebrick", lwd = 1.25) +
# geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.05))), color = "dodgerblue", lwd = 1.25) +
# theme_bw()
eb01_sal2005[, `:=` (sal_d1_rollq50_cv = sd(sal_d1_rollq50)/mean(sal_d1_rollq50),
sal_d1_rollq95_cv = sd(sal_d1_rollq95)/mean(sal_d1_rollq95),
sal_d1_rollq05_cv = sd(sal_d1_rollq05)/mean(sal_d1_rollq05)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
# d3_rollq50_cv = sd(d3_rollq50)/mean(d3_rollq50),
# d3_rollq975_cv = sd(d3_rollq975)/mean(d3_rollq975),
# d3_rollq025_cv = sd(d3_rollq025)/mean(d3_rollq025)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
# d7_rollq50_cv = sd(d7_rollq50)/mean(d7_rollq50),
# d7_rollq95_cv = sd(d7_rollq95)/mean(d7_rollq95),
# d7_rollq05_cv = sd(d7_rollq05)/mean(d7_rollq05)), by = c("ManagedAreaName", "ProgramLocationID", "SampleDate")]
# sal_cvs <- ggplot(data = eb01_sal2005) +
# geom_point(aes(x = reading, y = sal_d1_rollq50_cv), color = "black", alpha = 0.15) +
# geom_point(aes(x = reading, y = sal_d1_rollq95_cv), color = "red", alpha = 0.15) +
# geom_point(aes(x = reading, y = sal_d1_rollq05_cv), color = "blue", alpha = 0.15) +
# geom_smooth(aes(x = reading, y = sal_d1_rollq50_cv), color = "black", alpha = 0.1) +
# geom_smooth(aes(x = reading, y = sal_d1_rollq95_cv), color = "red", alpha = 0.1) +
# geom_smooth(aes(x = reading, y = sal_d1_rollq05_cv), color = "blue", alpha = 0.1) +
# # geom_point(aes(x = reading, y = sal_d3_rollq50_cv), color = "black", alpha = 0.15) +
# # geom_point(aes(x = reading, y = sal_d3_rollq975_cv), color = "red", alpha = 0.15) +
# # geom_point(aes(x = reading, y = sal_d3_rollq025_cv), color = "blue", alpha = 0.15) +
# # geom_smooth(aes(x = reading, y = sal_d3_rollq50_cv), color = "black", alpha = 0.1) +
# # geom_smooth(aes(x = reading, y = sal_d3_rollq975_cv), color = "red", alpha = 0.1) +
# # geom_smooth(aes(x = reading, y = sal_d3_rollq025_cv), color = "blue", alpha = 0.1) +
# # geom_point(data = cv_gamfits, aes(x = x, y = q50), color = "gold") +
# # geom_point(data = cv_gamfits, aes(x = x, y = q95), color = "gold") +
# # geom_point(data = cv_gamfits, aes(x = x, y = q05), color = "gold") +
# theme_bw() #+
# # coord_cartesian(xlim = c(1, 5))
readingdates <- eb01_sal2005[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
sal_rollq <- ggplot(data = eb01_sal2005) +
geom_point(aes(x = reading, y = sal_d1_rollq50, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq95, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq05, color = "rollq05"), alpha = 0.15) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(sal_d1_rollq50), median(sal_d1_rollq50)], color = "medq50"), lwd = 1.25) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(sal_d1_rollq95), median(sal_d1_rollq95)], color = "medq95"), lwd = 1.25) +
# geom_hline(aes(yintercept = temps2[ProgramLocationID == "EB01" & Year == 2005 & !is.na(sal_d1_rollq05), median(sal_d1_rollq05)], color = "medq05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.5)), color = "rawq50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.95)), color = "rawq95"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005$ResultValue, probs = c(0.05)), color = "rawq05"), lwd = 1.25) +
geom_smooth(aes(x = reading, y = sal_d1_rollq50, color = "gam50")) +
geom_smooth(aes(x = reading, y = sal_d1_rollq95, color = "gam95")) +
geom_smooth(aes(x = reading, y = sal_d1_rollq05, color = "gam05")) +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "rawq50" = "grey50", "rawq95" = "firebrick", "rawq05" = "dodgerblue", "gam50" = "white", "gam95" = "light pink", "gam05" = "light blue"),
labels = c("50%", "95%", "5%", "Raw data 50%", "Raw data 95%", "Raw data 5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Salinity (ppt)", x = "First reading per month") +
theme(axis.title.x = element_blank(),
legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_cvs <- ggplot(data = eb01_sal2005) +
geom_point(aes(x = reading, y = sal_d1_rollq50_cv, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq95_cv, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq05_cv, color = "rollq05"), alpha = 0.15) +
geom_smooth(aes(x = reading, y = sal_d1_rollq50_cv, color = "medq50"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = sal_d1_rollq95_cv, color = "medq95"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = sal_d1_rollq05_cv, color = "medq05"), alpha = 0.1) +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "medq50" = "grey50", "medq95" = "firebrick", "medq05" = "dodgerblue"),
labels = c("50%", "95%", "5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Daily coefficient\nof variation", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_rollq / sal_cvs + plot_layout(guides = "collect") + plot_annotation(tag_levels = c("A", "B"))
View code
cv_gamfits_sal <- ggplot_build(sal_cvs)$data[[4]]
cv_gamfits_q95_sal <- ggplot_build(sal_cvs)$data[[5]]
cv_gamfits_q05_sal <- ggplot_build(sal_cvs)$data[[6]]
setDT(cv_gamfits_sal)
cv_gamfits_sal <- cv_gamfits_sal[, .(x, y)]
setnames(cv_gamfits_sal, "y", "q50")
setDT(cv_gamfits_q05_sal)
cv_gamfits_q05_sal <- cv_gamfits_q05_sal[, .(x, y)]
setnames(cv_gamfits_q05_sal, "y", "q05")
# setnames(cv_gamfits_q05_sal, "y", "q025")
setDT(cv_gamfits_q95_sal)
cv_gamfits_q95_sal <- cv_gamfits_q95_sal[, .(x, y)]
setnames(cv_gamfits_q95_sal, "y", "q95")
# setnames(cv_gamfits_q95_sal, "y", "q975")
cv_gamfits_sal <- merge(cv_gamfits_sal, cv_gamfits_q05_sal)
cv_gamfits_sal <- merge(cv_gamfits_sal, cv_gamfits_q95_sal)
# cv_gamfits_sal[, season := ifelse(min(c(q05, q50, q95)) == q05, "winter",
# ifelse(min(c(q05, q50, q95)) == q95, "summer",
# ifelse(min(c(q05, q50, q95)) == q50 & (max(eb01_sal2005$reading) - x)/max(eb01_sal2005$reading) > 0.5, "spring", "fall"))), by = row.names(cv_gamfits_sal)]
cv_gamfits_sal_l <- melt(cv_gamfits_sal, id.vars = c("x"), measure.vars = c("q50", "q05", "q95"))
cv_gamfits_sal_l[, variable := factor(variable, levels = c("q95", "q50", "q05"))]
# cv_gamfits_sal_l <- melt(cv_gamfits_sal, id.vars = c("x"), measure.vars = c("q50", "q025", "q975"))
# cv_gamfits_sal_l[, variable := factor(variable, levels = c("q975", "q50", "q025"))]
cv_gamfits_sal_l[, x := round(x)]
eb01_sal2005_l <- melt(eb01_sal2005[, .(SampleDate, Year, Month, TotalDepth_m, ResultValue, ManagedAreaName, ProgramLocationID, ma_sta, reading, sal_d1_rollq50, sal_d1_rollq95, sal_d1_rollq05)], id.vars = c("SampleDate", "Year", "Month", "TotalDepth_m", "ResultValue", "ManagedAreaName", "ProgramLocationID", "ma_sta", "reading"), measure.vars = c("sal_d1_rollq50", "sal_d1_rollq05", "sal_d1_rollq95"))
eb01_sal2005_l[, variable := factor(fcase(str_detect(variable, "q50"), "q50",
str_detect(variable, "q05"), "q05",
str_detect(variable, "q95"), "q95"), levels = c("q95", "q50", "q05")), by = variable]
# eb01_sal2005_l <- melt(eb01_sal2005[, .(SampleDate, Year, Month, TotalDepth_m, ResultValue, ManagedAreaName, reading, d3_rollq50, d3_rollq975, d3_rollq025)], id.vars = c("SampleDate", "Year", "Month", "TotalDepth_m", "ResultValue", "ManagedAreaName", "reading"), measure.vars = c("d3_rollq50", "d3_rollq025", "d3_rollq975"))
# eb01_sal2005_l[, variable := factor(fcase(str_detect(variable, "q50"), "q50",
# str_detect(variable, "q025"), "q025",
# str_detect(variable, "q975"), "q975"), levels = c("q975", "q50", "q025")), by = variable]
setnames(cv_gamfits_sal_l, "x", "reading")
eb01_sal2005_l_wcv <- merge(eb01_sal2005_l, cv_gamfits_sal_l, by = c("reading", "variable"), all.x = TRUE, all.y = TRUE)
setnames(eb01_sal2005_l_wcv, c("value.x", "value.y", "variable"), c("d1_roll", "cv_gamfits", "quantile"))
eb01_sal2005_l_wcv[, `:=` (d1_roll_r = scale(d1_roll, center = TRUE), cv_gamfits_r = scale(cv_gamfits, center = TRUE), ResultValue_r = scale(ResultValue, center = TRUE))]
eb01_sal2005_l_wcv[!is.na(cv_gamfits_r), combtest := d1_roll_r - cv_gamfits_r]1.2 2015 data comparison
1.2.1 Temperature
View code
temps2[, ma_sta := paste0(ManagedAreaName, ", ", ProgramLocationID)]
#https://stackoverflow.com/questions/73367433/how-to-programmatically-generate-tabset-panel-in-quarto
plots <- temps2[Year == 2015 & ProgramLocationID %in% c("EB01", "EB03", "gtmpiwq", "BBSDB", "BBSSW"), ] %>%
group_nest(ma_sta) %>%
deframe() %>%
map(., ~ {
# ggplot(.x, aes(x = Sepal.Length, y = Sepal.Width)) +
# geom_point() +
# theme_bw(
# base_size = 18 # to increase the size of the plot elements
# )
setDT(.x)
readingdates <- .x[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
temp_rollq2 <- ggplot(data = .x) +
geom_point(aes(x = reading, y = d1_rollq50, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq95, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq05, color = "rollq05"), alpha = 0.15) +
geom_hline(aes(yintercept = quantile(ResultValue, probs = c(0.5)), color = "rawq50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(ResultValue, probs = c(0.95)), color = "rawq95"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(ResultValue, probs = c(0.05)), color = "rawq05"), lwd = 1.25) +
geom_smooth(aes(x = reading, y = d1_rollq50, color = "gam50"), n = 300000) + #80 * length(unique(eb01_temp1121$Year))
geom_smooth(aes(x = reading, y = d1_rollq95, color = "gam95"), n = 10000) +
geom_smooth(aes(x = reading, y = d1_rollq05, color = "gam05"), n = 15000) +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "rawq50" = "grey50", "rawq95" = "firebrick", "rawq05" = "dodgerblue", "gam50" = "white", "gam95" = "light pink", "gam05" = "light blue"),
labels = c("50%", "95%", "5%", "Raw data 50%", "Raw data 95%", "Raw data 5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Temperature (C)", x = "First reading per month") +
theme(axis.title.x = element_blank(),
legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_cvs2 <- ggplot(data = .x) +
geom_point(aes(x = reading, y = d1_rollq50_cv, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq95_cv, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = d1_rollq05_cv, color = "rollq05"), alpha = 0.15) +
geom_smooth(aes(x = reading, y = d1_rollq50_cv, color = "medq50"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = d1_rollq95_cv, color = "medq95"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = d1_rollq05_cv, color = "medq05"), alpha = 0.1) +
# geom_point(data = cv_gamfits, aes(x = x, y = q50), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q95), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q05), color = "gold") +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "medq50" = "grey50", "medq95" = "firebrick", "medq05" = "dodgerblue"),
labels = c("50%", "95%", "5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Daily coefficient\nof variation", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
# print(colnames(.x))
temp_rollq2 / temp_cvs2 + plot_layout(guides = "collect") + plot_annotation(tag_levels = c("A", "B"), title = paste0(unique(.x$ProgramLocationID), ", ", unique(.x$ManagedAreaName)))
}) View code
# results: asis
# label: fig-2015datplotsTemp
# fig-cap: "Plots showing (A) the rolling quantile outputs and GAM fits for 5%, 50%, and 95% quantiles of temperature using a 96-observation window and (B) the coefficient of variation (sd/mean) of observations for each sample date."
temps2015_l <- melt(temps2[Year == 2015 & ProgramLocationID %in% c("EB01", "EB03", "gtmpiwq", "BBSDB", "BBSSW"), .(SampleDate, Year, Month, TotalDepth_m, ResultValue, ManagedAreaName, ProgramLocationID, ma_sta, reading, d1_rollq50, d1_rollq95, d1_rollq05)], id.vars = c("SampleDate", "Year", "Month", "TotalDepth_m", "ResultValue", "ManagedAreaName", "ProgramLocationID", "ma_sta", "reading"), measure.vars = c("d1_rollq50", "d1_rollq05", "d1_rollq95"))
temps2015_l[, variable := factor(fcase(str_detect(variable, "q50"), "q50",
str_detect(variable, "q05"), "q05",
str_detect(variable, "q95"), "q95"), levels = c("q95", "q50", "q05")), by = variable]
temps2015_l_wcv <- eb01_temp2005_l_wcv[0]
for(plt in names(plots)){
cvs_i <- plots[[which(names(plots) == plt)]][[2]]
cv_gamfits <- ggplot_build(cvs_i)$data[[4]]
cv_gamfits_q95 <- ggplot_build(cvs_i)$data[[5]]
cv_gamfits_q05 <- ggplot_build(cvs_i)$data[[6]]
setDT(cv_gamfits)
cv_gamfits <- cv_gamfits[, .(x, y)]
setnames(cv_gamfits, "y", "q50")
setDT(cv_gamfits_q05)
cv_gamfits_q05 <- cv_gamfits_q05[, .(x, y)]
setnames(cv_gamfits_q05, "y", "q05")
setDT(cv_gamfits_q95)
cv_gamfits_q95 <- cv_gamfits_q95[, .(x, y)]
setnames(cv_gamfits_q95, "y", "q95")
cv_gamfits <- merge(cv_gamfits, cv_gamfits_q05)
cv_gamfits <- merge(cv_gamfits, cv_gamfits_q95)
cv_gamfits_l <- melt(cv_gamfits, id.vars = c("x"), measure.vars = c("q50", "q05", "q95"))
cv_gamfits_l[, variable := factor(variable, levels = c("q95", "q50", "q05"))]
cv_gamfits_l[, x := round(x)]
setnames(cv_gamfits_l, "x", "reading")
temps2015_l_wcv_i <- merge(temps2015_l[ProgramLocationID == unique(cvs_i$data$ProgramLocationID)], cv_gamfits_l, by = c("reading", "variable"), all.x = TRUE, all.y = TRUE)
setnames(temps2015_l_wcv_i, c("value.x", "value.y", "variable"), c("d1_roll", "cv_gamfits", "quantile"))
temps2015_l_wcv_i[, `:=` (d1_roll_r = scale(d1_roll, center = TRUE), cv_gamfits_r = scale(cv_gamfits, center = TRUE), ResultValue_r = scale(ResultValue, center = TRUE))]
temps2015_l_wcv_i[!is.na(cv_gamfits_r), combtest := d1_roll_r - cv_gamfits_r]
temps2015_l_wcv <- rbind(temps2015_l_wcv, temps2015_l_wcv_i)
}View code
iwalk(plots, ~ print(.x))
1.2.2 Salinity
View code
sals2[, ma_sta := paste0(ManagedAreaName, ", ", ProgramLocationID)]
#https://stackoverflow.com/questions/73367433/how-to-programmatically-generate-tabset-panel-in-quarto
plots2 <- sals2[Year == 2015 & ProgramLocationID %in% c("EB01", "EB03", "gtmpiwq", "BBSDB", "BBSSW"), ] %>%
group_nest(ma_sta) %>%
deframe() %>%
map(., ~ {
# ggplot(.x, aes(x = Sepal.Length, y = Sepal.Width)) +
# geom_point() +
# theme_bw(
# base_size = 18 # to increase the size of the plot elements
# )
setDT(.x)
readingdates <- .x[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
sal_rollq2 <- ggplot(data = .x) +
geom_point(aes(x = reading, y = sal_d1_rollq50, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq95, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq05, color = "rollq05"), alpha = 0.15) +
geom_hline(aes(yintercept = quantile(.x$ResultValue, probs = c(0.5)), color = "rawq50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue, probs = c(0.95)), color = "rawq95"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue, probs = c(0.05)), color = "rawq05"), lwd = 1.25) +
geom_smooth(aes(x = reading, y = sal_d1_rollq50, color = "gam50"), n = 300000) + #80 * length(unique(eb01_temp1121$Year))
geom_smooth(aes(x = reading, y = sal_d1_rollq95, color = "gam95"), n = 10000) +
geom_smooth(aes(x = reading, y = sal_d1_rollq05, color = "gam05"), n = 15000) +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "rawq50" = "grey50", "rawq95" = "firebrick", "rawq05" = "dodgerblue", "gam50" = "white", "gam95" = "light pink", "gam05" = "light blue"),
labels = c("50%", "95%", "5%", "Raw data 50%", "Raw data 95%", "Raw data 5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Salinity (ppt)", x = "First reading per month") +
theme(axis.title.x = element_blank(),
legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_cvs2 <- ggplot(data = .x) +
geom_point(aes(x = reading, y = sal_d1_rollq50_cv, color = "rollq50"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq95_cv, color = "rollq95"), alpha = 0.15) +
geom_point(aes(x = reading, y = sal_d1_rollq05_cv, color = "rollq05"), alpha = 0.15) +
geom_smooth(aes(x = reading, y = sal_d1_rollq50_cv, color = "medq50"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = sal_d1_rollq95_cv, color = "medq95"), alpha = 0.1) +
geom_smooth(aes(x = reading, y = sal_d1_rollq05_cv, color = "medq05"), alpha = 0.1) +
# geom_point(data = cv_gamfits, aes(x = x, y = q50), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q95), color = "gold") +
# geom_point(data = cv_gamfits, aes(x = x, y = q05), color = "gold") +
scale_color_manual(values = c("rollq50" = "black", "rollq95" = "red", "rollq05" = "blue", "medq50" = "grey50", "medq95" = "firebrick", "medq05" = "dodgerblue"),
labels = c("50%", "95%", "5%", "GAM fit 50%", "GAM fit 95%", "GAM fit 5%")) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
labs(y = "Daily coefficient\nof variation", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_rollq2 / sal_cvs2 + plot_layout(guides = "collect") + plot_annotation(tag_levels = c("A", "B"), title = paste0(unique(.x$ProgramLocationID), ", ", unique(.x$ManagedAreaName)))
}) View code
sals2015_l <- melt(sals2[Year == 2015 & ProgramLocationID %in% c("EB01", "EB03", "gtmpiwq", "BBSDB", "BBSSW"), .(SampleDate, Year, Month, TotalDepth_m, ResultValue, ManagedAreaName, ProgramLocationID, ma_sta, reading, sal_d1_rollq50, sal_d1_rollq95, sal_d1_rollq05)], id.vars = c("SampleDate", "Year", "Month", "TotalDepth_m", "ResultValue", "ManagedAreaName", "ProgramLocationID", "ma_sta", "reading"), measure.vars = c("sal_d1_rollq50", "sal_d1_rollq05", "sal_d1_rollq95"))
sals2015_l[, variable := factor(fcase(str_detect(variable, "q50"), "q50",
str_detect(variable, "q05"), "q05",
str_detect(variable, "q95"), "q95"), levels = c("q95", "q50", "q05")), by = variable]
sals2015_l_wcv <- eb01_sal2005_l_wcv[0]
for(plt in names(plots2)){
cvs_i <- plots2[[which(names(plots2) == plt)]][[2]]
cv_gamfits_sal <- ggplot_build(cvs_i)$data[[4]]
cv_gamfits_q95_sal <- ggplot_build(cvs_i)$data[[5]]
cv_gamfits_q05_sal <- ggplot_build(cvs_i)$data[[6]]
setDT(cv_gamfits_sal)
cv_gamfits_sal <- cv_gamfits_sal[, .(x, y)]
setnames(cv_gamfits_sal, "y", "q50")
setDT(cv_gamfits_q05_sal)
cv_gamfits_q05_sal <- cv_gamfits_q05_sal[, .(x, y)]
setnames(cv_gamfits_q05_sal, "y", "q05")
setDT(cv_gamfits_q95_sal)
cv_gamfits_q95_sal <- cv_gamfits_q95_sal[, .(x, y)]
setnames(cv_gamfits_q95_sal, "y", "q95")
cv_gamfits_sal <- merge(cv_gamfits_sal, cv_gamfits_q05_sal)
cv_gamfits_sal <- merge(cv_gamfits_sal, cv_gamfits_q95_sal)
cv_gamfits_sal_l <- melt(cv_gamfits_sal, id.vars = c("x"), measure.vars = c("q50", "q05", "q95"))
cv_gamfits_sal_l[, variable := factor(variable, levels = c("q95", "q50", "q05"))]
cv_gamfits_sal_l[, x := round(x)]
setnames(cv_gamfits_sal_l, "x", "reading")
sals2015_l_wcv_i <- merge(sals2015_l[ProgramLocationID == unique(cvs_i$data$ProgramLocationID)], cv_gamfits_sal_l, by = c("reading", "variable"), all.x = TRUE, all.y = TRUE)
setnames(sals2015_l_wcv_i, c("value.x", "value.y", "variable"), c("d1_roll", "cv_gamfits", "quantile"))
sals2015_l_wcv_i[, `:=` (d1_roll_r = scale(d1_roll, center = TRUE), cv_gamfits_r = scale(cv_gamfits, center = TRUE), ResultValue_r = scale(ResultValue, center = TRUE))]
sals2015_l_wcv_i[!is.na(cv_gamfits_r), combtest := d1_roll_r - cv_gamfits_r]
sals2015_l_wcv <- rbind(sals2015_l_wcv, sals2015_l_wcv_i)
}View code
iwalk(plots2, ~ print(.x))
In order to accentuate the seasonal signal, I scaled the rolling quantiles and the CV GAM fits and then subtracted each scaled CV GAM fit value from the closest corresponding scaled rolling quantile value (Figure 13).
1.3 EB01, Estero Bay 2005
View code
readingdates <- eb01_temp2005_l_wcv[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
temp_rolls3 <- ggplot(data = eb01_temp2005_l_wcv) +
# geom_point(aes(x = reading, y = d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = eb01_temp2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = eb01_temp2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_rolls3
View code
readingdates <- eb01_sal2005_l_wcv[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
sal_rolls3 <- ggplot(data = eb01_sal2005_l_wcv) +
# geom_point(aes(x = reading, y = sal_d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = eb01_sal2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = sal_d1_roll_r, color = quantile)) +
geom_smooth(data = eb01_sal2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_rolls3
1.4 2015 data comparison
1.4.1 Temperature
View code
#https://stackoverflow.com/questions/73367433/how-to-programmatically-generate-tabset-panel-in-quarto
plots3 <- temps2015_l_wcv %>%
group_nest(ma_sta) %>%
deframe() %>%
map(., ~ {
# ggplot(.x, aes(x = Sepal.Length, y = Sepal.Width)) +
# geom_point() +
# theme_bw(
# base_size = 18 # to increase the size of the plot elements
# )
setDT(.x)
readingdates <- .x[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
temp_rolls3 <- ggplot(data = .x) +
geom_line(data = subset(.x, !is.na(.x$combtest)), aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = subset(.x, !is.na(.x$combtest)), aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month", title = paste0(unique(.x$ProgramLocationID), ", ", unique(.x$ManagedAreaName))) +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_rolls3
}) View code
iwalk(plots3, ~ print(.x))
1.4.2 Salinity
View code
#https://stackoverflow.com/questions/73367433/how-to-programmatically-generate-tabset-panel-in-quarto
plots4 <- sals2015_l_wcv %>%
group_nest(ma_sta) %>%
deframe() %>%
map(., ~ {
# ggplot(.x, aes(x = Sepal.Length, y = Sepal.Width)) +
# geom_point() +
# theme_bw(
# base_size = 18 # to increase the size of the plot elements
# )
setDT(.x)
readingdates <- .x[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
sal_rolls3 <- ggplot(data = .x) +
geom_line(data = subset(.x, !is.na(.x$combtest)), aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(.x$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = subset(.x, !is.na(.x$combtest)), aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month", title = paste0(unique(.x$ProgramLocationID), ", ", unique(.x$ManagedAreaName))) +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_rolls3
}) View code
iwalk(plots4, ~ print(.x))
The relationship between the seasonal signals (Loess fit to the difference values) and the scaled time series quantile values was improved, and the Loess fit uncertainties presented an opportunity to include some flexibility in the rules for assigning seasons to the time series. I drafted possible rules for illustrative purposes here, based on the combination of quantile Loess fits that are above, nearly below, nearly above, and/or below their corresponding time series quantile values. The Loess uncertainties were used to define “nearly below” and “nearly above”, i.e., the Loess fit line was still above or below the corresponding time series quantile value, respectively, but the time series quantile value was within the fit’s uncertainty ribbon. These rules produced four seasons; “winter”, “spring”, “summer”, and “fall” seasons for temperature and “dry”, “wetter”, “wet”, and “drier” seasons for salinity (Figure 25).
1.5 EB01, Estero Bay 2005
View code
#!expr glue::glue(\"Plot from #fig-SeasonDef3 with color-shaded regions to show the season determinations (dry = ends {month(dates_temp[1], label = TRUE)} {day(dates_temp[1])}, wetter = {month(dates_temp[1], label = TRUE)} {day(dates_temp[1])} to {month(dates_temp[2], label = TRUE)} {day(dates_temp[2])}, wet = {month(dates_temp[2], label = TRUE)} {day(dates_temp[2])} to {month(dates_temp[3], label = TRUE)} {day(dates_temp[3])}, drier = {ifelse(tr3dat_temp_w[season == \"drier\", max(x)] == max(tr3dat_temp_w$x), paste0(\"begins \", month(dates_temp[3], label = TRUE), \" \", day(dates_temp[3])), paste0(month(dates_temp[3], label = TRUE), \" \", day(dates_temp[3]), \" to \", month(dates_temp[4], label = TRUE), \" \", day(dates_temp[4])))}).\")
tr3dat_temp <- setDT(ggplot_build(temp_rolls3)$data[[5]])
tr3dat_temp[, quantile := fcase(colour == "red", "q95",
colour == "black", "q50",
colour == "blue", "q05"), by = colour]
tr3dat_temp_w <- setDT(pivot_wider(tr3dat_temp, id_cols = c("x"), names_from = c("quantile"), values_from = c("y", "ymin", "ymax")))
tr3dat_temp_w[, `:=` (SampleDate = eb01_temp2005_l_wcv[reading == round(x), unique(SampleDate)],
Year = eb01_temp2005_l_wcv[reading == round(x), unique(Year)],
Month = eb01_temp2005_l_wcv[reading == round(x), unique(Month)]), by = x]
for(s in unique(tr3dat_temp_w$x)){
if(which(tr3dat_temp_w$x == s) == 1){
if(tr3dat_temp_w[x == s, Month] %in% c(3:9)){
tr3dat_temp_w[x == s, season := fcase(y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
)
)]
} else{
tr3dat_temp_w[x == s, season := fcase(y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
# if(tr3dat_temp_w[x == s, Month] <= 6){
if(length(setdiff(tr3dat_temp_w[min(which(Year == tr3dat_temp_w[x == s, Year])):(which(x == s) - 1), unique(season)],
c("winter", "spring"))) == 0){
tr3dat_temp_w[x == s, season := fcase(y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
)
)]
} else{
tr3dat_temp_w[x == s, season := fcase(y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
transitions_temp <- c(tr3dat_temp_w[season == "winter" & x < tr3dat_temp_w[season == "spring", min(x)], max(x)] + (tr3dat_temp_w[season == "spring", min(x)] - tr3dat_temp_w[season == "winter" & x < tr3dat_temp_w[season == "spring", min(x)], max(x)])/2,
tr3dat_temp_w[season == "spring", max(x)] + (tr3dat_temp_w[season == "summer", min(x)] - tr3dat_temp_w[season == "spring", max(x)])/2,
tr3dat_temp_w[season == "summer", max(x)] + (tr3dat_temp_w[season == "fall", min(x)] - tr3dat_temp_w[season == "summer", max(x)])/2,
ifelse(tr3dat_temp_w[season == "fall", max(x)] == max(tr3dat_temp_w$x), tr3dat_temp_w[season == "fall", max(x)], tr3dat_temp_w[season == "fall", max(x)] + (tr3dat_temp_w[season == "winter" & x > tr3dat_temp_w[season == "fall", max(x)], min(x)] - tr3dat_temp_w[season == "fall", max(x)])/2))
dates_temp <- eb01_temp2005_l_wcv[reading %in% round(transitions_temp), unique(SampleDate)]
rectymin <- floor(min(eb01_temp2005_l_wcv[!is.na(combtest), combtest])) - 0.5
rectymax <- ceiling(max(eb01_temp2005_l_wcv[!is.na(combtest), combtest])) + 0.5
viewymin <- floor(min(eb01_temp2005_l_wcv[!is.na(combtest), combtest]))
viewymax <- ceiling(max(eb01_temp2005_l_wcv[!is.na(combtest), combtest]))
readingdates <- eb01_temp2005_l_wcv[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
temp_rolls3b <- ggplot(data = eb01_temp2005_l_wcv) +
# geom_point(aes(x = reading, y = d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = eb01_temp2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_temp2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = eb01_temp2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
# geom_vline(xintercept = transitions_temp) +
{if(transitions_temp[4] == max(tr3dat_temp_w$x)){
list(geom_rect(aes(xmin = 1, xmax = transitions_temp[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[1], xmax = transitions_temp[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[2], xmax = transitions_temp[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[3], xmax = transitions_temp[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"))
} else{
list(geom_rect(aes(xmin = 1, xmax = transitions_temp[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[1], xmax = transitions_temp[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[2], xmax = transitions_temp[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[3], xmax = transitions_temp[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_temp[4], xmax = max(tr3dat_temp_w$x), ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"))
}} +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
coord_cartesian(ylim = c(viewymin, viewymax)) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
temp_rolls3b
View code
#!expr glue::glue(\"Plot from {#fig-SeasonDef3s} with color-shaded regions to show the season determinations (dry = ends {month(dates_sal[1], label = TRUE)} {day(dates_sal[1])}, wetter = {month(dates_sal[1], label = TRUE)} {day(dates_sal[1])} to {month(dates_sal[2], label = TRUE)} {day(dates_sal[2])}, wet = {month(dates_sal[2], label = TRUE)} {day(dates_sal[2])} to {month(dates_sal[3], label = TRUE)} {day(dates_sal[3])}, drier = {ifelse(tr3dat_sal_w[season == \"drier\", max(x)] == max(tr3dat_sal_w$x), paste0(\"begins \", month(dates_sal[3], label = TRUE), \" \", day(dates_sal[3])), paste0(month(dates_sal[3], label = TRUE), \" \", day(dates_sal[3]), \" to \", month(dates_sal[4], label = TRUE), \" \", day(dates_sal[4])))}).\")
# for(ex in seq_along(tr3dat_sal_w$x)){
# if(ex == 1) next
#
# tr3dat_sal_w[ex, `:=` (ltor_q95 = fcase(tr3dat_sal_w$y_q95[ex] - tr3dat_sal_w$y_q95[ex - 1] < 0, "neg",
# tr3dat_sal_w$y_q95[ex] - tr3dat_sal_w$y_q95[ex - 1] > 0, "pos"),
# ltor_q50 = fcase(tr3dat_sal_w$y_q50[ex] - tr3dat_sal_w$y_q50[ex - 1] < 0, "neg",
# tr3dat_sal_w$y_q50[ex] - tr3dat_sal_w$y_q50[ex - 1] > 0, "pos"),
# ltor_q05 = fcase(tr3dat_sal_w$y_q05[ex] - tr3dat_sal_w$y_q05[ex - 1] < 0, "neg",
# tr3dat_sal_w$y_q05[ex] - tr3dat_sal_w$y_q05[ex - 1] > 0, "pos"))]
# }
# tr3dat_sal_w[1, `:=` (ltor_q95 = tr3dat_sal_w$ltor_q95[2],
# ltor_q50 = tr3dat_sal_w$ltor_q50[2],
# ltor_q05 = tr3dat_sal_w$ltor_q05[2])]
tr3dat_sal <- setDT(ggplot_build(sal_rolls3)$data[[5]])
tr3dat_sal[, quantile := fcase(colour == "red", "q95",
colour == "black", "q50",
colour == "blue", "q05"), by = colour]
# tr3dat_sal[, quantile := fcase(colour == "#F8766D", "q975",
# colour == "#00BA38", "q50",
# colour == "#619CFF", "q025"), by = colour]
tr3dat_sal_w <- setDT(pivot_wider(tr3dat_sal, id_cols = c("x"), names_from = c("quantile"), values_from = c("y", "ymin", "ymax")))
tr3dat_sal_w[, `:=` (SampleDate = eb01_sal2005_l_wcv[reading == round(x), unique(SampleDate)],
Year = eb01_sal2005_l_wcv[reading == round(x), unique(Year)],
Month = eb01_sal2005_l_wcv[reading == round(x), unique(Month)]), by = x]
for(s in unique(tr3dat_sal_w$x)){
if(which(tr3dat_sal_w$x == s) == 1){
if(tr3dat_sal_w[x == s, Month] %in% c(3:7)){
tr3dat_sal_w[x == s, season := fcase(y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
)
)]
} else{
tr3dat_sal_w[x == s, season := fcase(y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
)
)]
}
}
# if(tr3dat_sal_w[x == s, Month] <= 6){
if(length(setdiff(tr3dat_sal_w[min(which(Year == tr3dat_sal_w[x == s, Year])):(which(x == s) - 1), unique(season)],
c("dry", "wetter"))) == 0){
tr3dat_sal_w[x == s, season := fcase(y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wetter",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
)
)]
} else{
tr3dat_sal_w[x == s, season := fcase(y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "dry",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymin_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
),
y_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet",
ymax_q95 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "drier",
ymax_q95 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), "wet"
)
)]
}
}
transitions_sal <- c(tr3dat_sal_w[season == "dry" & x < tr3dat_sal_w[season == "wetter", min(x)], max(x)] + (tr3dat_sal_w[season == "wetter", min(x)] - tr3dat_sal_w[season == "dry" & x < tr3dat_sal_w[season == "wetter", min(x)], max(x)])/2,
tr3dat_sal_w[season == "wetter", max(x)] + (tr3dat_sal_w[season == "wet", min(x)] - tr3dat_sal_w[season == "wetter", max(x)])/2,
tr3dat_sal_w[season == "wet", max(x)] + (tr3dat_sal_w[season == "drier", min(x)] - tr3dat_sal_w[season == "wet", max(x)])/2,
ifelse(tr3dat_sal_w[season == "drier", max(x)] == max(tr3dat_sal_w$x), tr3dat_sal_w[season == "drier", max(x)], tr3dat_sal_w[season == "drier", max(x)] + (tr3dat_sal_w[season == "dry" & x > tr3dat_sal_w[season == "drier", max(x)], min(x)] - tr3dat_sal_w[season == "drier", max(x)])/2))
dates_sal <- eb01_sal2005_l_wcv[reading %in% round(transitions_sal), unique(SampleDate)]
rectymin <- floor(min(eb01_sal2005_l_wcv[!is.na(combtest), combtest])) - 0.5
rectymax <- ceiling(max(eb01_sal2005_l_wcv[!is.na(combtest), combtest])) + 0.5
viewymin <- floor(min(eb01_sal2005_l_wcv[!is.na(combtest), combtest]))
viewymax <- ceiling(max(eb01_sal2005_l_wcv[!is.na(combtest), combtest]))
readingdates <- eb01_sal2005_l_wcv[, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
sal_rolls3b <- ggplot(data = eb01_sal2005_l_wcv) +
# geom_point(aes(x = reading, y = d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = eb01_sal2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(eb01_sal2005_l_wcv$ResultValue_r, probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = eb01_sal2005_l_wcv[!is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_vline(xintercept = transitions_sal) +
{if(transitions_sal[4] == max(eb01_sal2005_l_wcv$reading)){
list(geom_rect(aes(xmin = 1, xmax = transitions_sal[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[1], xmax = transitions_sal[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[2], xmax = transitions_sal[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[3], xmax = transitions_sal[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"))
} else{
list(geom_rect(aes(xmin = 1, xmax = transitions_sal[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[1], xmax = transitions_sal[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[2], xmax = transitions_sal[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[3], xmax = transitions_sal[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"),
geom_rect(aes(xmin = transitions_sal[4], xmax = max(eb01_sal2005_l_wcv$reading), ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"))
}} +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
coord_cartesian(ylim = c(viewymin, viewymax)) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month") +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
sal_rolls3b
1.6 2015 data comparison
1.6.1 Temperature
View code
plots3b <- list()
for(plt in names(plots3)){
tr3dat15_temp <- setDT(ggplot_build(plots3[[which(names(plots3) == plt)]])$data[[5]])
tr3dat15_temp[, quantile := fcase(colour == "red", "q95",
colour == "black", "q50",
colour == "blue", "q05"), by = colour]
tr3dat15_temp_w <- setDT(pivot_wider(tr3dat15_temp, id_cols = c("x"), names_from = c("quantile"), values_from = c("y", "ymin", "ymax")))
tr3dat15_temp_w[, `:=` (SampleDate = temps2015_l_wcv[ma_sta == plt & reading == round(x), unique(SampleDate)],
Year = temps2015_l_wcv[ma_sta == plt & reading == round(x), unique(Year)],
Month = temps2015_l_wcv[ma_sta == plt & reading == round(x), unique(Month)]), by = x]
for(s in unique(tr3dat15_temp_w$x)){
if(which(tr3dat15_temp_w$x == s) == 1){
if(tr3dat15_temp_w[x == s, Month] %in% c(3:9)){
tr3dat15_temp_w[x == s, season := fcase(y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
)
)]
} else{
tr3dat15_temp_w[x == s, season := fcase(y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
# if(tr3dat_temp_w[x == s, Month] <= 6){
if(length(setdiff(tr3dat15_temp_w[min(which(Year == tr3dat15_temp_w[x == s, Year])):(which(x == s) - 1), unique(season)],
c("winter", "spring"))) == 0){
tr3dat15_temp_w[x == s, season := fcase(y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
} else{
tr3dat15_temp_w[x == s, season := fcase(y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
seasons_temp <- tr3dat15_temp_w[, .(season)]
seasons_temp2 <- distinct(seasons_temp[, SeqN := .N, by = rleid(season)])
for(r in seq(1, nrow(seasons_temp2))){
if(r == 1){
n <- seasons_temp2[r, SeqN]
seasons_temp2[r, `:=` (st_reading = tr3dat15_temp_w[1, x], en_reading = tr3dat15_temp_w[n, x],
st_SampDate = tr3dat15_temp_w[1, SampleDate], en_SampDate = tr3dat15_temp_w[n, SampleDate],
st_Year = tr3dat15_temp_w[1, Year], en_Year = tr3dat15_temp_w[n, Year],
st_Month = tr3dat15_temp_w[1, Month], en_Month = tr3dat15_temp_w[n, Month])]
} else{
n1 <- n + 1
n2 <- n + seasons_temp2[r, SeqN]
seasons_temp2[r, `:=` (st_reading = tr3dat15_temp_w[n1, x], en_reading = tr3dat15_temp_w[n2, x],
st_SampDate = tr3dat15_temp_w[n1, SampleDate], en_SampDate = tr3dat15_temp_w[n2, SampleDate],
st_Year = tr3dat15_temp_w[n1, Year], en_Year = tr3dat15_temp_w[n2, Year],
st_Month = tr3dat15_temp_w[n1, Month], en_Month = tr3dat15_temp_w[n2, Month])]
n <- n2
}
}
for(r in seq(1:nrow(seasons_temp2))){
seasons_temp2[r, transitions := ifelse(r == 1, st_reading, seasons_temp2[r - 1, en_reading] + (st_reading - seasons_temp2[r - 1, en_reading])/2)]
}
seasons_temp2[, tdates := temps2015_l_wcv[ma_sta == plt & reading %in% round(transitions), unique(SampleDate)]]
for(r in seq(1:nrow(seasons_temp2))){
seasons_temp2[r, `:=` (xmin = ifelse(r == 1, st_reading, transitions),
xmax = ifelse(r == nrow(seasons_temp2), en_reading, seasons_temp2[r + 1, transitions]),
ymin = floor(min(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) - 0.5,
ymax = ceiling(max(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) + 0.5,
viewymin = floor(min(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])),
viewymax = ceiling(max(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])))]
}
# transitions_temp <- c(tr3dat15_temp_w[season == "winter" & x < tr3dat15_temp_w[season == "spring", min(x)], max(x)] + (tr3dat15_temp_w[season == "spring", min(x)] - tr3dat15_temp_w[season == "winter" & x < tr3dat15_temp_w[season == "spring", min(x)], max(x)])/2,
# tr3dat15_temp_w[season == "spring", max(x)] + (tr3dat15_temp_w[season == "summer", min(x)] - tr3dat15_temp_w[season == "spring", max(x)])/2,
# tr3dat15_temp_w[season == "summer", max(x)] + (tr3dat15_temp_w[season == "fall", min(x)] - tr3dat15_temp_w[season == "summer", max(x)])/2,
# ifelse(tr3dat15_temp_w[season == "fall", max(x)] == max(tr3dat15_temp_w$x), tr3dat15_temp_w[season == "fall", max(x)], tr3dat15_temp_w[season == "fall", max(x)] + (tr3dat15_temp_w[season == "winter" & x > tr3dat15_temp_w[season == "fall", max(x)], min(x)] - tr3dat15_temp_w[season == "fall", max(x)])/2))
#
# dates_temp <- temps2015_l_wcv[ma_sta == plt & reading %in% round(transitions_temp), unique(SampleDate)]
# transitions_temp <- seasons_temp2$transitions
# dates_temp <- seasons_temp2$tdates
#
# rectymin <- floor(min(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) - 0.5
# rectymax <- ceiling(max(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) + 0.5
# viewymin <- floor(min(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest]))
# viewymax <- ceiling(max(temps2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest]))
readingdates <- temps2015_l_wcv[ma_sta == plt, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
plots3b_plt <- ggplot(data = temps2015_l_wcv[ma_sta == plt, ]) +
# geom_point(aes(x = reading, y = d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = temps2015_l_wcv[ma_sta == plt & !is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(temps2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = temps2015_l_wcv[ma_sta == plt & !is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
# geom_vline(xintercept = transitions_temp) +
geom_rect(data = seasons_temp2, aes(xmin = xmin, xmax = xmax, ymin = ymin, ymax = ymax, fill = season), alpha = 0.4, color = "grey20") +
# {if(transitions_temp[4] == max(tr3dat15_temp_w$x)){
# list(geom_rect(aes(xmin = 1, xmax = transitions_temp[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[1], xmax = transitions_temp[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[2], xmax = transitions_temp[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[3], xmax = transitions_temp[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"))
# } else{
# list(geom_rect(aes(xmin = 1, xmax = transitions_temp[1], ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[1], xmax = transitions_temp[2], ymin = rectymin, ymax = rectymax), fill = "palegreen", alpha = 0.01, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[2], xmax = transitions_temp[3], ymin = rectymin, ymax = rectymax), fill = "tomato", alpha = 0.008, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[3], xmax = transitions_temp[4], ymin = rectymin, ymax = rectymax), fill = "lightgoldenrod", alpha = 0.01, color = "grey20"),
# geom_rect(aes(xmin = transitions_temp[4], xmax = max(tr3dat15_temp_w$x), ymin = rectymin, ymax = rectymax), fill = "lightblue", alpha = 0.01, color = "grey20"))
# }} +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
coord_cartesian(ylim = c(unique(seasons_temp2$viewymin), unique(seasons_temp2$viewymax))) +
scale_fill_manual(values = c("winter" = "lightblue", "spring" = "palegreen", "summer" = "tomato", "fall" = "lightgoldenrod"),
labels = c("Winter", "Spring", "Summer", "Fall")) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month", title = paste0(temps2015_l_wcv[ma_sta == plt, unique(ProgramLocationID)], ", ", temps2015_l_wcv[ma_sta == plt, unique(ManagedAreaName)])) +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
plots3b[[which(names(plots3) == plt)]] <- plots3b_plt
}View code
iwalk(plots3b, ~ print(.x))
1.6.2 Salinity
View code
plots4b <- list()
for(plt in names(plots4)){
tr3dat15_sal <- setDT(ggplot_build(plots4[[which(names(plots4) == plt)]])$data[[5]])
tr3dat15_sal[, quantile := fcase(colour == "red", "q95",
colour == "black", "q50",
colour == "blue", "q05"), by = colour]
tr3dat15_sal_w <- setDT(pivot_wider(tr3dat15_sal, id_cols = c("x"), names_from = c("quantile"), values_from = c("y", "ymin", "ymax")))
tr3dat15_sal_w[, `:=` (SampleDate = sals2015_l_wcv[ma_sta == plt & reading == round(x), unique(SampleDate)],
Year = sals2015_l_wcv[ma_sta == plt & reading == round(x), unique(Year)],
Month = sals2015_l_wcv[ma_sta == plt & reading == round(x), unique(Month)]), by = x]
for(s in unique(tr3dat15_sal_w$x)){
if(which(tr3dat15_sal_w$x == s) == 1){
if(tr3dat15_sal_w[x == s, Month] %in% c(3:9)){
tr3dat15_sal_w[x == s, season := fcase(y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
)
)]
} else{
tr3dat15_sal_w[x == s, season := fcase(y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
# if(tr3dat_sal_w[x == s, Month] <= 6){
if(length(setdiff(tr3dat15_sal_w[min(which(Year == tr3dat15_sal_w[x == s, Year])):(which(x == s) - 1), unique(season)],
c("winter", "spring"))) == 0){
tr3dat15_sal_w[x == s, season := fcase(y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "spring",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
} else{
tr3dat15_sal_w[x == s, season := fcase(y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "summer",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymin_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymin_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymax_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymin_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
),
y_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE)
& y_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE)
& y_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE),
fcase(ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter",
ymax_q95 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "fall",
ymax_q95 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE) &
ymax_q50 < quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE) &
ymin_q05 > quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), "winter"
)
)]
}
}
seasons_sal <- tr3dat15_sal_w[, .(season)]
seasons_sal2 <- distinct(seasons_sal[, SeqN := .N, by = rleid(season)])
for(r in seq(1, nrow(seasons_sal2))){
if(r == 1){
n <- seasons_sal2[r, SeqN]
seasons_sal2[r, `:=` (st_reading = tr3dat15_sal_w[1, x], en_reading = tr3dat15_sal_w[n, x],
st_SampDate = tr3dat15_sal_w[1, SampleDate], en_SampDate = tr3dat15_sal_w[n, SampleDate],
st_Year = tr3dat15_sal_w[1, Year], en_Year = tr3dat15_sal_w[n, Year],
st_Month = tr3dat15_sal_w[1, Month], en_Month = tr3dat15_sal_w[n, Month])]
} else{
n1 <- n + 1
n2 <- n + seasons_sal2[r, SeqN]
seasons_sal2[r, `:=` (st_reading = tr3dat15_sal_w[n1, x], en_reading = tr3dat15_sal_w[n2, x],
st_SampDate = tr3dat15_sal_w[n1, SampleDate], en_SampDate = tr3dat15_sal_w[n2, SampleDate],
st_Year = tr3dat15_sal_w[n1, Year], en_Year = tr3dat15_sal_w[n2, Year],
st_Month = tr3dat15_sal_w[n1, Month], en_Month = tr3dat15_sal_w[n2, Month])]
n <- n2
}
}
for(r in seq(1:nrow(seasons_sal2))){
seasons_sal2[r, transitions := ifelse(r == 1, st_reading, seasons_sal2[r - 1, en_reading] + (st_reading - seasons_sal2[r - 1, en_reading])/2)]
}
seasons_sal2[, tdates := sals2015_l_wcv[ma_sta == plt & reading %in% round(transitions), unique(SampleDate)]]
for(r in seq(1:nrow(seasons_sal2))){
seasons_sal2[r, `:=` (xmin = ifelse(r == 1, st_reading, transitions),
xmax = ifelse(r == nrow(seasons_sal2), en_reading, seasons_sal2[r + 1, transitions]),
ymin = floor(min(sals2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) - 0.5,
ymax = ceiling(max(sals2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])) + 0.5,
viewymin = floor(min(sals2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])),
viewymax = ceiling(max(sals2015_l_wcv[ma_sta == plt & !is.na(combtest), combtest])))]
}
readingdates <- sals2015_l_wcv[ma_sta == plt, min(reading), by = Month]
setnames(readingdates, "V1", "reading")
plots4b_plt <- ggplot(data = sals2015_l_wcv[ma_sta == plt, ]) +
# geom_point(aes(x = reading, y = d1_roll_r, color = quantile), alpha = 0.1) +
geom_line(data = sals2015_l_wcv[ma_sta == plt & !is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
geom_hline(aes(yintercept = quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.5), na.rm = TRUE), color = "raw50"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.05), na.rm = TRUE), color = "raw05"), lwd = 1.25) +
geom_hline(aes(yintercept = quantile(sals2015_l_wcv[ma_sta == plt, ResultValue_r], probs = c(0.95), na.rm = TRUE), color = "raw95"), lwd = 1.25) +
# geom_smooth(aes(x = reading, y = d1_roll_r, color = quantile)) +
geom_smooth(data = sals2015_l_wcv[ma_sta == plt & !is.na(combtest), ], aes(x = reading, y = combtest, color = quantile), lwd = 0.75) +
# geom_vline(xintercept = transitions_sal) +
geom_rect(data = seasons_sal2, aes(xmin = xmin, xmax = xmax, ymin = ymin, ymax = ymax, fill = season), alpha = 0.4, color = "grey20") +
theme_bw() +
scale_x_continuous(breaks = readingdates$reading, labels = readingdates$Month) +
coord_cartesian(ylim = c(unique(seasons_sal2$viewymin), unique(seasons_sal2$viewymax))) +
scale_fill_manual(values = c("winter" = "lightblue", "spring" = "palegreen", "summer" = "tomato", "fall" = "lightgoldenrod"),
labels = c("Dry", "Wetter", "Wet", "Drier")) +
scale_color_manual(values = c("q50" = "black", "q95" = "red", "q05" = "blue", "raw50" = "grey50", "raw95" = "firebrick", "raw05" = "dodgerblue"),
labels = c("Loess 50%", "Loess 95%", "Loess 5%", "Scaled raw data 50%", "Scaled raw data 95%", "Scaled raw data 5%")) +
labs(y = "Difference\n(scaled rolling quantile - scaled CV)", x = "First reading per month", title = paste0(sals2015_l_wcv[ma_sta == plt, unique(ProgramLocationID)], ", ", sals2015_l_wcv[ma_sta == plt, unique(ManagedAreaName)])) +
theme(legend.title = element_blank(),
panel.grid.minor.x = element_blank())
plots4b[[which(names(plots4) == plt)]] <- plots4b_plt
}View code
iwalk(plots4b, ~ print(.x))
